Abstract
The adult brain shows remarkable plasticity, as demonstrated by the improvement in fine sensorial discriminations after intensive practice. The behavioural aspects of such perceptual learning are well documented, especially in the visual system1,2,3,4,5,6,7,8. Specificity for stimulus attributes clearly implicates an early cortical site, where receptive fields retain fine selectivity for these attributes; however, the neuronal correlates of a simple visual discrimination task remained unidentified. Here we report electrophysiological correlates in the primary visual cortex (V1) of monkeys for learning orientation identification. We link the behavioural improvement in this type of learning to an improved neuronal performance of trained compared to naive neurons. Improved long-term neuronal performance resulted from changes in the characteristics of orientation tuning of individual neurons. More particularly, the slope of the orientation tuning curve that was measured at the trained orientation increased only for the subgroup of trained neurons most likely to code the orientation identified by the monkey. No modifications of the tuning curve were observed for orientations for which the monkey had not been trained. Thus training induces a specific and efficient increase in neuronal sensitivity in V1.
This is a preview of subscription content, access via your institution
Relevant articles
Open Access articles citing this article.
-
Neural ensembles in the murine medial prefrontal cortex process distinct information during visual perceptual learning
BMC Biology Open Access 24 February 2023
-
Motor-effector dependent modulation of sensory-motor processes identified by the multivariate pattern analysis of EEG activity
Scientific Reports Open Access 23 February 2023
-
Efficient neural codes naturally emerge through gradient descent learning
Nature Communications Open Access 29 December 2022
Access options
Subscribe to this journal
Receive 51 print issues and online access
$199.00 per year
only $3.90 per issue
Rent or buy this article
Get just this article for as long as you need it
$39.95
Prices may be subject to local taxes which are calculated during checkout




References
Ahissar, M. & Hochstein, S. Task difficulty and the specificity of perceptual learning. Nature 387, 401–406 (1997).
Crist, R. E., Kapadia, M. K., Westheimer, G. & Gilbert, C. D. Perceptual learning of spatial localization: specificity for orientation, position, and context. J. Neurophysiol. 78, 2889–2894 (1997).
Fiorentini, A. & Berardi, N. Perceptual learning specific for orientation and spatial frequency. Nature 287, 43–44 (1980).
Matthews, N., Liu, Z., Geesaman, B. J. & Qian, N. Perceptual learning on orientation and direction discrimination. Vision Res. 39, 3692–3701 (1999).
Poggio, T., Fahle, M. & Edelman, S. Fast perceptual learning in visual hyperacuity. Science 256, 1018–1021 (1992).
Vogels, R. & Orban, G. A. The effect of practice on the oblique effect in line orientation judgements. Vision Res. 25, 1679–1687 (1985).
Schoups, A. A., Vogels, R. & Orban, G. A. Human perceptual learning in identifying the oblique orientation: retinotopy, orientation specificity and monocularity. J. Physiol. 483, 797–810 (1995).
Schoups, A. A. & Orban, G. A. Interocular transfer in perceptual learning of a pop-out discrimination task. Proc. Natl Acad. Sci. USA 93, 7358–7362 (1996).
Recanzone, G. H., Merzenich, M. M., Jenkins, W. M., Grajski, K. A. & Dinse, H. R. Topographic reorganization of the hand representation in cortical area 3b of owl monkeys trained in a frequency-discrimination task. J. Neurophysiol. 67, 1031–1056 (1992).
Recanzone, G. H., Schreiner, C. E. & Merzenich, M. M. Plasticity in the frequency representation of primary auditory cortex following discrimination training in adult owl monkeys. J. Neurosci. 13, 87–103 (1993).
Nudo, R. J., Milliken, G. W., Jenkins, W. M. & Merzenich, M. M. Use-dependent alterations of movement representations in primary motor cortex of adult squirrel monkeys. J. Neurosci. 16, 785–807 (1996).
Kaas, J. H. et al. Reorganization of retinotopic cortical maps in adult mammals after lesions of the retina. Science 248, 229–231 (1990).
Gilbert, C. D. & Wiesel, T. N. Receptive field dynamics in adult primary visual cortex. Nature 356, 150–152 (1992).
Zohary, E., Celebrini, S., Britten, K. H. & Newsome, W. T. Neuronal plasticity that underlies improvement in perceptual performance. Science 263, 1289–1292 (1994).
Zohary, E. & Newsome, W. T. Perceptual learning in a direction discrimination task is not based upon enhanced neuronal sensitivity in the STS. Invest. Ophtalmol. Vis. Sci. 35, 1663 (1994).
Regan, D. & Beverley, K. I. Postadaptation orientation discrimination. J. Opt. Soc. Am. A 2, 147–155 (1985).
Bradley, A., Skottun, B. C., Ohzawa, I., Sclar, G. & Freeman, R. D. Visual orientation and spatial frequency discrimination: a comparison of single neurons and behavior. J. Neurophysiol. 57, 755–772 (1987).
Vogels, R. & Orban, G. A. How well do response changes of striate neurons signal differences in orientation: a study in the discriminating monkey. J. Neurosci. 10, 3543–3558 (1990).
Qian, N. & Matthews, N. A physiological theory for visual perceptual learning of orientation discrimination. Soc. Neurosci. Abs. 25, 1316 (1999).
Douglas, R. J., Koch, C., Mahowald, M., Martin, K. A. C. & Suarez, H. H. Recurrent excitation in neocortical circuits. Science 269, 981–985 (1995).
Somers, D. C., Nelson, S. B. & Sur, M. An emergent model of orientation selectivity in cat visual cortical simple cells. J. Neurosci. 15, 5448–5465 (1995).
Zhang, K., Ginzburg, I., McNaughton, B. & Sejnowski, T. J. Interpreting neuronal population activity by reconstruction: unified framework with application to hippocampal place cells. J. Neurophysiol. 79, 1017–1044 (1998).
Oram, M. W., Foldiak, P., Perrett, D. I. & Sengpiel, F. The ‘ideal homunculus’: decoding neural population signals. Trends Neurosci. 21, 259–265 (1998).
Panzeri, S., Schultz, S. R., Treves, A. & Rolls, E. T. Correlations and the encoding of information in the nervous system. Proc. R. Soc. Lond. B 266, 1001–1012 (1999).
Recanzone, G. H., Merzenich, M. M. & Schreiner, C. E. Changes in the distributed temporal response properties of SI cortical neurons reflect improvements in performance on a temporally based tactile discrimination task. J. Neurophysiol. 67, 1071–1091 (1992).
Dosher, B. A. & Lu, Z. Perceptual learning reflects external noise filtering and internal noise reduction through channel reweighting. Proc. Natl Acad. Sci. USA 95, 13988–13993 (1998).
Gold, J., Bennett, P. J. & Sekuler, A. B. Signal but not noise changes with perceptual learning. Nature 402, 176–178 (1999).
Judge, S. J., Richmond, B. J. & Chu, F. C. Implantation of magnetic search coils for measurement of eye position: an improved method. Vision Res. 20, 535–538 (1980).
Wetherill, G. B. & Levitt, H. Sequential estimation of points on a psychometric function. Brit. J. Math. Stat. Psychol. 18, 1–10 (1965).
Snodderly, D. M. & Gur, M. Organization of striate cortex of alert, trained monkeys (Macaca fascicularis): ongoing activity, stimulus selectivity, and widths of receptice field activating regions. J. Neurophysiol. 74, 2100–2125 (1995).
Acknowledgements
We would like to thank K. Claeys, P. Janssen, Z. Li, H. Op de Beeck, H. Peuskens, S. Raiguel, N. Sachs and W. Vanduffel for critical discussions, and M. DePaep, P. Kayenbergh, G. Meulemans, G. Vanparrijs for technical assistance. A.S. is supported by a fellowship from FWO. This project was funded by grants from FWO (A.S.) GSKE (R.V.) NSF and NIH (N.Q.) and from DWTC (G.O.)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Schoups, A., Vogels, R., Qian, N. et al. Practising orientation identification improves orientation coding in V1 neurons. Nature 412, 549–553 (2001). https://doi.org/10.1038/35087601
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/35087601
This article is cited by
-
Neural ensembles in the murine medial prefrontal cortex process distinct information during visual perceptual learning
BMC Biology (2023)
-
Motor-effector dependent modulation of sensory-motor processes identified by the multivariate pattern analysis of EEG activity
Scientific Reports (2023)
-
Category representation in primary visual cortex after visual perceptual learning
Cognitive Neurodynamics (2023)
-
Priority coding in the visual system
Nature Reviews Neuroscience (2022)
-
Efficient neural codes naturally emerge through gradient descent learning
Nature Communications (2022)
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.